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A community-maintained standard library of population genetic models
The explosion in population genomic data demands ever more complex modes of analysis, and increasingly, these analyses depend on sophisticated simulations. Recent advances in population genetic simulation have made it possible to simulate large and complex models, but specifying such models for a pa...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7438115/ https://www.ncbi.nlm.nih.gov/pubmed/32573438 http://dx.doi.org/10.7554/eLife.54967 |
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author | Adrion, Jeffrey R Cole, Christopher B Dukler, Noah Galloway, Jared G Gladstein, Ariella L Gower, Graham Kyriazis, Christopher C Ragsdale, Aaron P Tsambos, Georgia Baumdicker, Franz Carlson, Jedidiah Cartwright, Reed A Durvasula, Arun Gronau, Ilan Kim, Bernard Y McKenzie, Patrick Messer, Philipp W Noskova, Ekaterina Ortega-Del Vecchyo, Diego Racimo, Fernando Struck, Travis J Gravel, Simon Gutenkunst, Ryan N Lohmueller, Kirk E Ralph, Peter L Schrider, Daniel R Siepel, Adam Kelleher, Jerome Kern, Andrew D |
author_facet | Adrion, Jeffrey R Cole, Christopher B Dukler, Noah Galloway, Jared G Gladstein, Ariella L Gower, Graham Kyriazis, Christopher C Ragsdale, Aaron P Tsambos, Georgia Baumdicker, Franz Carlson, Jedidiah Cartwright, Reed A Durvasula, Arun Gronau, Ilan Kim, Bernard Y McKenzie, Patrick Messer, Philipp W Noskova, Ekaterina Ortega-Del Vecchyo, Diego Racimo, Fernando Struck, Travis J Gravel, Simon Gutenkunst, Ryan N Lohmueller, Kirk E Ralph, Peter L Schrider, Daniel R Siepel, Adam Kelleher, Jerome Kern, Andrew D |
author_sort | Adrion, Jeffrey R |
collection | PubMed |
description | The explosion in population genomic data demands ever more complex modes of analysis, and increasingly, these analyses depend on sophisticated simulations. Recent advances in population genetic simulation have made it possible to simulate large and complex models, but specifying such models for a particular simulation engine remains a difficult and error-prone task. Computational genetics researchers currently re-implement simulation models independently, leading to inconsistency and duplication of effort. This situation presents a major barrier to empirical researchers seeking to use simulations for power analyses of upcoming studies or sanity checks on existing genomic data. Population genetics, as a field, also lacks standard benchmarks by which new tools for inference might be measured. Here, we describe a new resource, stdpopsim, that attempts to rectify this situation. Stdpopsim is a community-driven open source project, which provides easy access to a growing catalog of published simulation models from a range of organisms and supports multiple simulation engine backends. This resource is available as a well-documented python library with a simple command-line interface. We share some examples demonstrating how stdpopsim can be used to systematically compare demographic inference methods, and we encourage a broader community of developers to contribute to this growing resource. |
format | Online Article Text |
id | pubmed-7438115 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-74381152020-08-21 A community-maintained standard library of population genetic models Adrion, Jeffrey R Cole, Christopher B Dukler, Noah Galloway, Jared G Gladstein, Ariella L Gower, Graham Kyriazis, Christopher C Ragsdale, Aaron P Tsambos, Georgia Baumdicker, Franz Carlson, Jedidiah Cartwright, Reed A Durvasula, Arun Gronau, Ilan Kim, Bernard Y McKenzie, Patrick Messer, Philipp W Noskova, Ekaterina Ortega-Del Vecchyo, Diego Racimo, Fernando Struck, Travis J Gravel, Simon Gutenkunst, Ryan N Lohmueller, Kirk E Ralph, Peter L Schrider, Daniel R Siepel, Adam Kelleher, Jerome Kern, Andrew D eLife Computational and Systems Biology The explosion in population genomic data demands ever more complex modes of analysis, and increasingly, these analyses depend on sophisticated simulations. Recent advances in population genetic simulation have made it possible to simulate large and complex models, but specifying such models for a particular simulation engine remains a difficult and error-prone task. Computational genetics researchers currently re-implement simulation models independently, leading to inconsistency and duplication of effort. This situation presents a major barrier to empirical researchers seeking to use simulations for power analyses of upcoming studies or sanity checks on existing genomic data. Population genetics, as a field, also lacks standard benchmarks by which new tools for inference might be measured. Here, we describe a new resource, stdpopsim, that attempts to rectify this situation. Stdpopsim is a community-driven open source project, which provides easy access to a growing catalog of published simulation models from a range of organisms and supports multiple simulation engine backends. This resource is available as a well-documented python library with a simple command-line interface. We share some examples demonstrating how stdpopsim can be used to systematically compare demographic inference methods, and we encourage a broader community of developers to contribute to this growing resource. eLife Sciences Publications, Ltd 2020-06-23 /pmc/articles/PMC7438115/ /pubmed/32573438 http://dx.doi.org/10.7554/eLife.54967 Text en © 2020, Adrion et al http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Computational and Systems Biology Adrion, Jeffrey R Cole, Christopher B Dukler, Noah Galloway, Jared G Gladstein, Ariella L Gower, Graham Kyriazis, Christopher C Ragsdale, Aaron P Tsambos, Georgia Baumdicker, Franz Carlson, Jedidiah Cartwright, Reed A Durvasula, Arun Gronau, Ilan Kim, Bernard Y McKenzie, Patrick Messer, Philipp W Noskova, Ekaterina Ortega-Del Vecchyo, Diego Racimo, Fernando Struck, Travis J Gravel, Simon Gutenkunst, Ryan N Lohmueller, Kirk E Ralph, Peter L Schrider, Daniel R Siepel, Adam Kelleher, Jerome Kern, Andrew D A community-maintained standard library of population genetic models |
title | A community-maintained standard library of population genetic models |
title_full | A community-maintained standard library of population genetic models |
title_fullStr | A community-maintained standard library of population genetic models |
title_full_unstemmed | A community-maintained standard library of population genetic models |
title_short | A community-maintained standard library of population genetic models |
title_sort | community-maintained standard library of population genetic models |
topic | Computational and Systems Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7438115/ https://www.ncbi.nlm.nih.gov/pubmed/32573438 http://dx.doi.org/10.7554/eLife.54967 |
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